F1 Calculator vs Manual Standings: Where Humans Get It Wrong
Championship maths in Formula 1 looks simple because the headline is simple: add points, rank drivers, repeat. The reality is that the championship is a coupled system. Every position change shifts someone else’s points, sprint weekends add another scoring layer, and stewarding decisions can retroactively rewrite an entire “spreadsheet narrative.” If you care about accuracy — or you’re trying to understand what a driver actually needs over the remaining rounds — you want a process that is consistent, repeatable, and honest about uncertainty.
Read More →